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gemini/iss
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kimi/issue
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1a9ff78b1c |
@@ -392,31 +392,26 @@ def _build_insights(
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return insights or ["Conversations look healthy. Keep up the good work."]
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def self_reflect(limit: int = 30) -> str:
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"""Review recent conversations and reflect on Timmy's own behavior.
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def _format_recurring_topics(repeated: list[tuple[str, int]]) -> list[str]:
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"""Format the recurring-topics section of the reflection report."""
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if repeated:
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lines = ["### Recurring Topics"]
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for word, count in repeated:
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lines.append(f'- "{word}" ({count} mentions)')
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lines.append("")
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return lines
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return ["### Recurring Topics\nNo strong patterns detected.\n"]
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Scans past session entries for patterns: low-confidence responses,
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errors, repeated topics, and conversation quality signals. Returns
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a structured reflection that Timmy can use to improve.
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Args:
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limit: How many recent entries to review (default 30).
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Returns:
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A formatted self-reflection report.
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"""
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sl = get_session_logger()
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sl.flush()
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entries = sl.get_recent_entries(limit=limit)
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if not entries:
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return "No conversation history to reflect on yet."
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_messages, errors, timmy_msgs, user_msgs = _categorize_entries(entries)
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low_conf = _find_low_confidence(timmy_msgs)
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repeated = _find_repeated_topics(user_msgs)
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# Build reflection report
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def _build_reflection_report(
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entries: list[dict],
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errors: list[dict],
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timmy_msgs: list[dict],
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user_msgs: list[dict],
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low_conf: list[dict],
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repeated: list[tuple[str, int]],
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) -> str:
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"""Assemble the full self-reflection report from analysed data."""
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sections: list[str] = ["## Self-Reflection Report\n"]
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sections.append(
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f"Reviewed {len(entries)} recent entries: "
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@@ -446,16 +441,37 @@ def self_reflect(limit: int = 30) -> str:
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)
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)
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if repeated:
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sections.append("### Recurring Topics")
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for word, count in repeated:
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sections.append(f'- "{word}" ({count} mentions)')
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sections.append("")
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else:
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sections.append("### Recurring Topics\nNo strong patterns detected.\n")
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sections.extend(_format_recurring_topics(repeated))
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sections.append("### Insights")
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for insight in _build_insights(low_conf, errors, repeated):
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sections.append(f"- {insight}")
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return "\n".join(sections)
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def self_reflect(limit: int = 30) -> str:
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"""Review recent conversations and reflect on Timmy's own behavior.
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Scans past session entries for patterns: low-confidence responses,
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errors, repeated topics, and conversation quality signals. Returns
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a structured reflection that Timmy can use to improve.
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Args:
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limit: How many recent entries to review (default 30).
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Returns:
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A formatted self-reflection report.
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"""
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sl = get_session_logger()
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sl.flush()
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entries = sl.get_recent_entries(limit=limit)
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if not entries:
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return "No conversation history to reflect on yet."
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_messages, errors, timmy_msgs, user_msgs = _categorize_entries(entries)
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low_conf = _find_low_confidence(timmy_msgs)
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repeated = _find_repeated_topics(user_msgs)
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return _build_reflection_report(entries, errors, timmy_msgs, user_msgs, low_conf, repeated)
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